{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 目录\n",
    "- 1.散点图\n",
    "- 2.带边界的气泡图\n",
    "- 3.带线性回归最佳拟合线的散点图 4抖动图\n",
    "- 5.边缘直方图\n",
    "- 6.边缘箱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:00.945609Z",
     "start_time": "2021-04-09T13:52:00.098905Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "0.11.0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings; warnings.filterwarnings(action='once')\n",
    "\n",
    "large = 22; med = 16; small = 12\n",
    "params = {'axes.titlesize': large,\n",
    "          'legend.fontsize': med,\n",
    "          'figure.figsize': (16, 10),\n",
    "          'axes.labelsize': med,\n",
    "          'axes.titlesize': med,\n",
    "          'xtick.labelsize': med,\n",
    "          'ytick.labelsize': med,\n",
    "          'figure.titlesize': large}\n",
    "plt.rcParams.update(params)\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "sns.set_style(\"white\")\n",
    "%matplotlib inline\n",
    "\n",
    "# 解决 plt 中文显示的问题 mymac\n",
    "plt.rcParams['font.sans-serif'] = ['Arial Unicode MS']\n",
    "# 忽略版本问题\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")  \n",
    "\n",
    "# Version\n",
    "print(mpl.__version__)  #> 3.0.0\n",
    "print(sns.__version__)  #> 0.9.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图\n",
    "\n",
    "Scatteplot是用于研究两个变量之间关系的经典和基本图。如果数据中有多个组，则可能需要以不同颜色可视化每个组。在Matplotlib，你可以方便地使用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:01.522654Z",
     "start_time": "2021-04-09T13:52:00.947714Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import dataset \n",
    "# midwest = pd.read_csv(\"https://raw.githubusercontent.com/selva86/datasets/master/midwest_filter.csv\")\n",
    "midwest = pd.read_csv('data/midwest_filter.csv')\n",
    "\n",
    "# Prepare Data \n",
    "# Create as many colors as there are unique midwest['category']\n",
    "categories = np.unique(midwest['category'])\n",
    "colors = [plt.cm.tab10(i/float(len(categories)-1)) for i in range(len(categories))]\n",
    "\n",
    "# Draw Plot for Each Category\n",
    "plt.figure(figsize=(16, 10), dpi= 80, facecolor='w', edgecolor='k')\n",
    "\n",
    "for i, category in enumerate(categories):\n",
    "    plt.scatter('area', 'poptotal', \n",
    "                data=midwest.loc[midwest.category==category, :], \n",
    "                s=20, c=colors[i], label=str(category))\n",
    "\n",
    "# Decorations\n",
    "plt.gca().set(xlim=(0.0, 0.1), ylim=(0, 90000),\n",
    "              xlabel='Area', ylabel='Population')\n",
    "\n",
    "plt.xticks(fontsize=12); plt.yticks(fontsize=12)\n",
    "plt.title(\"Scatterplot of Midwest Area vs Population\", fontsize=22)\n",
    "plt.legend(fontsize=12)    \n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 带边界的气泡图\n",
    "\n",
    "有时，您希望在边界内显示一组点以强调其重要性。在此示例中，您将从应该被环绕的数据帧中获取记录，并将其传递给下面的代码中描述的记录。encircle()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:02.024200Z",
     "start_time": "2021-04-09T13:52:01.526160Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import patches\n",
    "from scipy.spatial import ConvexHull\n",
    "import warnings; warnings.simplefilter('ignore')\n",
    "sns.set_style(\"white\")\n",
    "\n",
    "# Step 1: Prepare Data\n",
    "\n",
    "# As many colors as there are unique midwest['category']\n",
    "categories = np.unique(midwest['category'])\n",
    "colors = [plt.cm.tab10(i/float(len(categories)-1)) for i in range(len(categories))]\n",
    "\n",
    "# Step 2: Draw Scatterplot with unique color for each category\n",
    "fig = plt.figure(figsize=(16, 10), dpi= 80, facecolor='w', edgecolor='k')    \n",
    "\n",
    "for i, category in enumerate(categories):\n",
    "    plt.scatter('area', 'poptotal', data=midwest.loc[midwest.category==category, :], s='dot_size', c=colors[i], label=str(category), edgecolors='black', linewidths=.5)\n",
    "\n",
    "# Step 3: Encircling\n",
    "# https://stackoverflow.com/questions/44575681/how-do-i-encircle-different-data-sets-in-scatter-plot\n",
    "def encircle(x,y, ax=None, **kw):\n",
    "    if not ax: ax=plt.gca()\n",
    "    p = np.c_[x,y]\n",
    "    hull = ConvexHull(p)\n",
    "    poly = plt.Polygon(p[hull.vertices,:], **kw)\n",
    "    ax.add_patch(poly)\n",
    "\n",
    "# Select data to be encircled\n",
    "midwest_encircle_data = midwest.loc[midwest.state=='IN', :]                         \n",
    "\n",
    "# Draw polygon surrounding vertices    \n",
    "encircle(midwest_encircle_data.area, midwest_encircle_data.poptotal, ec=\"k\", fc=\"gold\", alpha=0.1)\n",
    "encircle(midwest_encircle_data.area, midwest_encircle_data.poptotal, ec=\"firebrick\", fc=\"none\", linewidth=1.5)\n",
    "\n",
    "# Step 4: Decorations\n",
    "plt.gca().set(xlim=(0.0, 0.1), ylim=(0, 90000),\n",
    "              xlabel='Area', ylabel='Population')\n",
    "\n",
    "plt.xticks(fontsize=12); plt.yticks(fontsize=12)\n",
    "plt.title(\"Bubble Plot with Encircling\", fontsize=22)\n",
    "plt.legend(fontsize=12)    \n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 带线性回归最佳拟合线的散点图\n",
    "\n",
    "如果你想了解两个变量如何相互改变，那么最合适的线就是要走的路。下图显示了数据中各组之间最佳拟合线的差异。要禁用分组并仅为整个数据集绘制一条最佳拟合线，请从下面的调用中删除该参数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:12.830230Z",
     "start_time": "2021-04-09T13:52:02.026482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Scatterplot with line of best fit grouped by number of cylinders')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 872.875x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv('data/mpg_ggplot2.csv')\n",
    "df_select = df.loc[df.cyl.isin([4,8]), :]\n",
    "\n",
    "# Plot\n",
    "sns.set_style(\"white\")\n",
    "gridobj = sns.lmplot(x=\"displ\", y=\"hwy\", hue=\"cyl\", data=df_select, \n",
    "                     height=7, aspect=1.6, robust=True, palette='tab10', \n",
    "                     scatter_kws=dict(s=60, linewidths=.7, edgecolors='black'))\n",
    "\n",
    "# Decorations\n",
    "gridobj.set(xlim=(0.5, 7.5), ylim=(0, 50))\n",
    "plt.title(\"Scatterplot with line of best fit grouped by number of cylinders\", fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每个回归线都在自己的列中\n",
    "\n",
    "或者，您可以在其自己的列中显示每个组的最佳拟合线。你可以通过在里面设置参数来实现这一点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:23.734789Z",
     "start_time": "2021-04-09T13:52:12.832348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df_select = df.loc[df.cyl.isin([4,8]), :]\n",
    "\n",
    "# Each line in its own column\n",
    "sns.set_style(\"white\")\n",
    "gridobj = sns.lmplot(x=\"displ\", y=\"hwy\", \n",
    "                     data=df_select, \n",
    "                     height=7, \n",
    "                     robust=True, \n",
    "                     palette='Set1', \n",
    "                     col=\"cyl\",\n",
    "                     scatter_kws=dict(s=60, linewidths=.7, edgecolors='black'))\n",
    "\n",
    "# Decorations\n",
    "gridobj.set(xlim=(0.5, 7.5), ylim=(0, 50))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 抖动图\n",
    "\n",
    "通常，多个数据点具有完全相同的X和Y值。结果，多个点相互绘制并隐藏。为避免这种情况，请稍微抖动点，以便您可以直观地看到它们。这很方便使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:24.156502Z",
     "start_time": "2021-04-09T13:52:23.737252Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "\n",
    "# Draw Stripplot\n",
    "fig, ax = plt.subplots(figsize=(16,10), dpi= 80)    \n",
    "sns.stripplot(df.cty, df.hwy, jitter=0.25, size=8, ax=ax, linewidth=.5)\n",
    "\n",
    "# Decorations\n",
    "plt.title('Use jittered plots to avoid overlapping of points', fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 边缘直方图\n",
    "\n",
    "边缘直方图具有沿X和Y轴变量的直方图。这用于可视化X和Y之间的关系以及单独的X和Y的单变量分布。该图如果经常用于探索性数据分析（EDA）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:24.473880Z",
     "start_time": "2021-04-09T13:52:24.158523Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "\n",
    "# Create Fig and gridspec\n",
    "fig = plt.figure(figsize=(16, 10), dpi= 80)\n",
    "grid = plt.GridSpec(4, 4, hspace=0.5, wspace=0.2)\n",
    "\n",
    "# Define the axes\n",
    "ax_main = fig.add_subplot(grid[:-1, :-1])\n",
    "ax_right = fig.add_subplot(grid[:-1, -1], xticklabels=[], yticklabels=[])\n",
    "ax_bottom = fig.add_subplot(grid[-1, 0:-1], xticklabels=[], yticklabels=[])\n",
    "\n",
    "# Scatterplot on main ax\n",
    "ax_main.scatter('displ', 'hwy', s=df.cty*4, c=df.manufacturer.astype('category').cat.codes, alpha=.9, data=df, cmap=\"tab10\", edgecolors='gray', linewidths=.5)\n",
    "\n",
    "# histogram on the right\n",
    "ax_bottom.hist(df.displ, 40, histtype='stepfilled', orientation='vertical', color='deeppink')\n",
    "ax_bottom.invert_yaxis()\n",
    "\n",
    "# histogram in the bottom\n",
    "ax_right.hist(df.hwy, 40, histtype='stepfilled', orientation='horizontal', color='deeppink')\n",
    "\n",
    "# Decorations\n",
    "ax_main.set(title='Scatterplot with Histograms displ vs hwy', xlabel='displ', ylabel='hwy')\n",
    "ax_main.title.set_fontsize(20)\n",
    "for item in ([ax_main.xaxis.label, ax_main.yaxis.label] + ax_main.get_xticklabels() + ax_main.get_yticklabels()):\n",
    "    item.set_fontsize(14)\n",
    "\n",
    "xlabels = ax_main.get_xticks().tolist()\n",
    "ax_main.set_xticklabels(xlabels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 边缘箱形图\n",
    "\n",
    "边缘箱图与边缘直方图具有相似的用途。然而，箱线图有助于精确定位X和Y的中位数，第25和第75百分位数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-09T13:52:24.821849Z",
     "start_time": "2021-04-09T13:52:24.478590Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1280x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "\n",
    "# Create Fig and gridspec\n",
    "fig = plt.figure(figsize=(16, 10), dpi= 80)\n",
    "grid = plt.GridSpec(4, 4, hspace=0.5, wspace=0.2)\n",
    "\n",
    "# Define the axes\n",
    "ax_main = fig.add_subplot(grid[:-1, :-1])\n",
    "ax_right = fig.add_subplot(grid[:-1, -1], xticklabels=[], yticklabels=[])\n",
    "ax_bottom = fig.add_subplot(grid[-1, 0:-1], xticklabels=[], yticklabels=[])\n",
    "\n",
    "# Scatterplot on main ax\n",
    "ax_main.scatter('displ', 'hwy', s=df.cty*5, c=df.manufacturer.astype('category').cat.codes, alpha=.9, data=df, cmap=\"Set1\", edgecolors='black', linewidths=.5)\n",
    "\n",
    "# Add a graph in each part\n",
    "sns.boxplot(df.hwy, ax=ax_right, orient=\"v\")\n",
    "sns.boxplot(df.displ, ax=ax_bottom, orient=\"h\")\n",
    "\n",
    "# Decorations ------------------\n",
    "# Remove x axis name for the boxplot\n",
    "ax_bottom.set(xlabel='')\n",
    "ax_right.set(ylabel='')\n",
    "\n",
    "# Main Title, Xlabel and YLabel\n",
    "ax_main.set(title='Scatterplot with Histograms displ vs hwy', xlabel='displ', ylabel='hwy')\n",
    "\n",
    "# Set font size of different components\n",
    "ax_main.title.set_fontsize(20)\n",
    "for item in ([ax_main.xaxis.label, ax_main.yaxis.label] + ax_main.get_xticklabels() + ax_main.get_yticklabels()):\n",
    "    item.set_fontsize(14)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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